@misc{liu2026world, title={World Action Verifier: Self-Improving World Models via Forward-Inverse Asymmetry}, author={Yuejiang Liu and Fan Feng and Lingjing Kong and Weifeng Lu and Jinzhou Tang and Kun Zhang and Kevin Murphy and Chelsea Finn and Yilun Du}, year={2026}, eprint={2604.01985}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2604.01985} }